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Automation Risk Analysis

Will “Line Assembly Utility Worker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Line Assembly Utility Worker” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 56% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

54%

“Line Assembly Utility Worker” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 54% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Inspectors, Testers, Sorters, Samplers, and Weighers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Inspect, test, sort, sample, or weigh nonagricultural raw materials or processed, machined, fabricated, or assembled parts or products for defects, wear, and deviations from specifications. May use precision measuring instruments and complex test equipment.

Avg. Annual Salary $51,670
Avg. Hourly Wage $24.84
Available Jobs (US) 591,180
Job Title & Hierarchy Code (SOC) Inspectors, Testers, Sorters, Samplers, and Weighers #51-9061
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Inspectors, Testers, Sorters, Samplers, and Weighers”

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Core Skills & Abilities

  • Adjust, clean, or repair products or processing equipment to correct defects found during inspections.

  • Mark items with details, such as grade or acceptance-rejection status.

  • Read dials or meters to verify that equipment is functioning at specified levels.

  • Compute defect percentages or averages, using formulas and calculators.

  • Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary.

  • Remove defects, such as chips, burrs, or lap corroded or pitted surfaces.

  • Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges.

  • Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required.

  • Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances.

  • Discard or reject products, materials, or equipment not meeting specifications.

  • Administer tests to assess whether engineers or operators are qualified to use equipment.

  • Weigh materials, products, containers, or samples to verify packaging weights or ingredient quantities.

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

  • Inspect, test, or measure materials, products, installations, or work for conformance to specifications.

  • Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners.

  • Grade, classify, or sort products according to sizes, weights, colors, or other specifications.

  • Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers.

  • Collect or select samples for testing or for use as models.

  • Fabricate, install, position, or connect components, parts, finished products, or instruments for testing or operational purposes.

  • Monitor machines that automatically measure, sort, or inspect products.

  • Write test or inspection reports describing results, recommendations, or needed repairs.

  • Disassemble defective parts or components, such as inaccurate or worn gauges or measuring instruments.

  • Stack or arrange tested products for further processing, shipping, or packaging.

  • Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments.

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

  • Inspect or test raw materials, parts, or products to determine compliance with environmental standards.

  • Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.

  • Analyze test data, making computations as necessary, to determine test results.

  • Compare colors, shapes, textures, or grades of products or materials with color charts, templates, or samples to verify conformance to standards.

Technologies & Software

  • Computer-aided inspection software
  • Extensible markup language XML
  • Atlassian JIRA
  • Apache Pig
  • IBM Notes
  • Inspection marking systems
  • Qwen (Alibaba)
  • FileMaker Pro
  • ChatGPT (OpenAI)
  • Mastercam Design
  • Data analysis software
  • Autodesk AutoCAD
  • Tolerance analysis software
  • Selenium
  • Nova (Amazon)
  • SAP software
  • Microsoft Excel
  • Microsoft SharePoint
  • Rockwell Automation AI
  • Dassault Systemes SolidWorks
  • Claude (Anthropic)
  • The MathWorks MATLAB
  • Database software
  • Kimi (Moonshot AI)
  • Microsoft Access
  • ABB AI Robotics
  • Llama (Meta)
  • Microsoft Word
  • Medical condition coding software
  • Statistical process control SPC data collection devices
  • Sight Machine AI
  • Structured query language SQL
  • Design of experiments DOE software
  • Dassault Systemes CATIA
  • Microsoft Office software
  • Label inspection systems
  • Mistral (Mistral AI)
  • Skype
  • Apache Hive
  • Coordinate measuring machine software
  • Data entry software
  • Minitab
  • Cognex Vision AI
  • Gemini (Google)
  • Cybermetrics GAGETrak
  • Verisurf Metrology
  • IBM Lotus Notes
  • Computer assisted design software
  • Microsoft PowerPoint
  • Wilcox Associates PC-DMIS Inspection Planner
  • Microsoft Visio
  • Mastercam computer-aided design and manufacturing software
  • Siemens Industrial AI
  • Microsoft Outlook
  • Grok (xAI)
  • R
  • DeepSeek
  • Height gauges
  • Pin gauges
  • Manufacturing defect analyzers MDA
  • Hipot testers
  • Moisture meters
  • Hydraulic lifts
  • Laser shearography flaw detectors
  • Tensile testers
  • Gloss meters
  • Coordinate measuring machines CMM
  • Industrial bench scales
  • Piezoelectric acceleration instruments
  • Linear or mixed signal equipment
  • Multimeters
  • Calorimetric leak testers
  • Radiographic flaw detectors
  • Verisurf Master3DGage
  • Compression testers
  • Calipers
  • Frequency meters
  • Hydraulic pumps
  • Forklifts
  • Optical comparators
  • Impact toughness testers
  • Magnetic induction acceleration instruments
  • Digital resistance thermometers
  • Micrometers
  • In-circuit testers
  • Resonance acceleration instruments
  • Creep and stress relaxation testers
  • Resistance meters
  • Direct current DC power testers
  • Digital resistance meters
  • Accelerometers
  • Resistivity meters
  • Signal generators
  • Depth gauges
  • Penetrant flaw detectors
  • Measuring microscopes
  • Optical gauges
  • Printed circuit board PCB testers
  • Continuity testers
  • Utrasonic flaw detectors
  • Bit error rate testers BERT
  • Eddy current flaw detectors
  • Force transducers
  • Ammeters
  • Pulse generators
  • Holographic interferometers
  • Capacitive acceleration instruments
  • Fatigue testers
  • Thread gauges
  • Pi tapes
  • Laser thickness gauges
  • Power meters
  • Sorting machines
  • Beta gauges
  • Impact hammers
  • Logic test systems
  • Vibration and shaker systems
  • Null-balance acceleration instruments
  • Ductility testers
  • Conductivity meters
  • Return loss calibrator RLC passive component testers
  • Color spectrometers
  • Plug gauges
  • Hardness testers
  • Overhead cranes
  • Eddy current probes
  • Magnetic particle flaw detectors
  • Environmental chambers
  • Bubble leak testers
  • Plotters
  • Shock testers
  • Metallurgical microscopes
  • Digital multimeters
  • Backplane testers
  • Verisurf 3Dgage
  • Sampling oscilloscopes
  • Mass flow leak testers
  • Function generators
  • Verisurf CMM Master
  • Strain gauges
  • Shear testers
  • Personal computers
  • Digital voltmeters DVM
  • Viscometers
  • Frequency counters

Alternative Job Titles